MLTP Through the Ages
Jay Shapiro
1/16/2020
Introduction
It’s pretty obvious what this is. Just look at the pretty pictures and enjoy the serotonin.
## 'data.frame': 823 obs. of 29 variables:
## $ player : chr "Altiger" "Blue Dream" "Death Pickle" "BigBird" ...
## $ team : chr "" "" "" "" ...
## $ score : int 1462 143 1579 1680 1295 1570 1394 1285 1374 289 ...
## $ minutes : int 360 40 400 400 400 400 359 370 344 80 ...
## $ pm : int 9 -5 -16 -4 -16 -16 -2 -1 21 5 ...
## $ tags : int 357 34 604 550 286 557 465 228 421 53 ...
## $ pops : int 551 76 310 284 645 411 299 594 289 122 ...
## $ grabs : int 507 67 182 170 594 226 179 524 181 115 ...
## $ drops : int 459 60 174 158 542 212 168 476 162 103 ...
## $ hold : int 4078 469 1461 1156 4400 1604 1575 3945 1406 930 ...
## $ captures : int 36 4 7 6 41 13 10 46 16 10 ...
## $ prevent : int 726 104 4702 5147 506 4028 4172 794 3618 179 ...
## $ returns : int 255 28 537 479 190 504 404 179 368 35 ...
## $ pups : int 180 12 116 136 118 99 92 91 110 21 ...
## $ pupscomp : int 918 90 1005 1008 1005 1005 918 927 889 198 ...
## $ flaccids : int 127 21 53 58 136 69 40 152 36 23 ...
## $ longholds : int 45 5 16 13 40 19 18 44 11 8 ...
## $ handoff : int 187 33 80 64 232 91 75 196 85 60 ...
## $ goodhandoff: int 140 26 61 42 177 71 53 145 64 42 ...
## $ goregrab : int 155 21 97 72 244 76 75 192 85 49 ...
## $ coregrab : int 13 2 4 3 16 6 4 24 11 3 ...
## $ gohandoff : int 40 4 8 17 47 24 13 43 14 16 ...
## $ cohandoff : int 3 0 0 0 4 1 0 3 1 1 ...
## $ retinbase : int 48 4 189 162 39 173 135 32 121 7 ...
## $ quickret : int 40 2 165 146 34 134 129 31 124 6 ...
## $ saves : int 5 0 3 2 3 3 1 5 1 0 ...
## $ holdagainst: int 10967 1108 12421 12016 12421 12421 10732 11154 11059 2416 ...
## $ V28 : logi NA NA NA NA NA NA ...
## $ season : Factor w/ 10 levels "10","11","12",..: 1 1 1 1 1 1 1 1 1 1 ...
## R version 3.6.1 (2019-07-05)
## Platform: x86_64-w64-mingw32/x64 (64-bit)
## Running under: Windows 10 x64 (build 17763)
##
## Matrix products: default
##
## locale:
## [1] LC_COLLATE=English_United States.1252
## [2] LC_CTYPE=English_United States.1252
## [3] LC_MONETARY=English_United States.1252
## [4] LC_NUMERIC=C
## [5] LC_TIME=English_United States.1252
##
## attached base packages:
## [1] stats graphics grDevices utils datasets methods base
##
## other attached packages:
## [1] beeswarm_0.2.3 pls_2.7-2 factoextra_1.0.6
## [4] data.table_1.12.2 plotly_4.9.1 ggfortify_0.4.8
## [7] forcats_0.4.0 stringr_1.4.0 dplyr_0.8.3
## [10] purrr_0.3.2 readr_1.3.1 tidyr_1.0.0
## [13] tibble_2.1.3 ggplot2_3.2.1 tidyverse_1.2.1
##
## loaded via a namespace (and not attached):
## [1] ggrepel_0.8.1 Rcpp_1.0.2 lubridate_1.7.4
## [4] lattice_0.20-38 assertthat_0.2.1 zeallot_0.1.0
## [7] digest_0.6.21 mime_0.7 R6_2.4.0
## [10] cellranger_1.1.0 backports_1.1.4 evaluate_0.14
## [13] httr_1.4.1 pillar_1.4.2 rlang_0.4.0
## [16] lazyeval_0.2.2 readxl_1.3.1 rstudioapi_0.10
## [19] rmarkdown_1.15 htmlwidgets_1.3 munsell_0.5.0
## [22] shiny_1.3.2 broom_0.5.2 compiler_3.6.1
## [25] httpuv_1.5.2 modelr_0.1.5 xfun_0.9
## [28] pkgconfig_2.0.3 htmltools_0.3.6 tidyselect_0.2.5
## [31] gridExtra_2.3 viridisLite_0.3.0 crayon_1.3.4
## [34] withr_2.1.2 later_0.8.0 grid_3.6.1
## [37] nlme_3.1-140 jsonlite_1.6 xtable_1.8-4
## [40] gtable_0.3.0 lifecycle_0.1.0 magrittr_1.5
## [43] scales_1.0.0 cli_1.1.0 stringi_1.4.3
## [46] promises_1.0.1 xml2_1.2.2 generics_0.0.2
## [49] vctrs_0.2.0 RColorBrewer_1.1-2 tools_3.6.1
## [52] glue_1.3.1 hms_0.5.1 crosstalk_1.0.0
## [55] yaml_2.2.0 colorspace_1.4-1 rvest_0.3.4
## [58] knitr_1.25 haven_2.1.1